{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# `bar` plot\n",
    "\n",
    "This notebook is designed to demonstrate (and so document) how to use the `shap.plots.bar` function. It uses an XGBoost model trained on the classic UCI adult income dataset (which is classification task to predict if people made over 50k in the 90s)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import xgboost\n",
    "\n",
    "import shap\n",
    "\n",
    "# train XGBoost model\n",
    "X, y = shap.datasets.adult(n_points=2000)\n",
    "model = xgboost.XGBClassifier().fit(X, y)\n",
    "\n",
    "# compute SHAP values\n",
    "explainer = shap.Explainer(model, X)\n",
    "shap_values = explainer(X)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Global bar plot\n",
    "\n",
    "Passing a matrix of SHAP values to the bar plot function creates a global feature importance plot, where the global importance of each feature is taken to be the mean absolute value for that feature over all the given samples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x650 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.bar(shap_values)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By default the bar plot only shows a maximum of ten bars, but this can be controlled with the `max_display` parameter:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x750 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.bar(shap_values, max_display=12)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Local bar plot\n",
    "\n",
    "Passing a row of SHAP values to the bar plot function creates a local feature importance plot, where the bars are the SHAP values for each feature. Note that the feature values are show in gray to the left of the feature names."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x650 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.bar(shap_values[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cohort bar plot\n",
    "\n",
    "Passing a dictionary of Explanation objects will create a multiple-bar plot with one bar type for each of the cohorts represented by the explanation objects. Below we use this to plot a global summary of feature importance seperately for men and women."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x857.107 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sex = [\"Women\" if shap_values[i, \"Sex\"].data == 0 else \"Men\" for i in range(shap_values.shape[0])]\n",
    "shap.plots.bar(shap_values.cohorts(sex).abs.mean(0))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also use the auto-cohort feature of Explanation objects to create a set of cohorts using a decision tree. Calling `Explanation.cohorts(N)` will create N cohorts that optimally separate the SHAP values of the instances using a sklearn DecisionTreeRegressor. If we do this for the adult census data then we will see a clear separation between those with low vs. high captial gain. Note that the number in brackets is the number of instances in each cohort."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x857.107 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.bar(shap_values.cohorts(2).abs.mean(0))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Using feature clustering\n",
    "\n",
    "Often features in datasets are partially or fully redundant with each other. Where redudant means that a model could use either feature and still get same accuracy. To find these features practitioners will often compute correlation matrices among the features, or use some type of clustering method. When working with SHAP we recommend a more direct approach that measures feature redundancy through model loss comparisions. The `shap.utils.hclust` method can do this and build a hierarchical clustering of the feature by training XGBoost models to predict the outcome for each pair of input features. For typical tabular dataset this results in much more accurate measures of feature redundancy than you would get from unsupervised methods like correlation.\n",
    "\n",
    "Once we compute such a clustering we can then pass it to the bar plot so we can simultainously visualize both the feature redundancy structure and the feature importances. Note that by default we don't show all of the clustering structure, but only the parts of the clustering with distance < 0.5. Distance in the clustering is assumed to be scaled roughly between 0 and 1, where 0 distance means the features perfectly redundant and 1 means they are completely independent. In the plot below we see that only relationship and marital status have more that 50% redundany, so they are the only features grouped in the bar plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x650 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# by default this trains (X.shape[1] choose 2) 2-feature XGBoost models\n",
    "clustering = shap.utils.hclust(X, y)\n",
    "shap.plots.bar(shap_values, clustering=clustering)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we want to see more of the clustering structure we can adjust the `clustering_cutoff` parameter from 0.5 to 0.9. Note that as we increase the threshold we constrain the ordering of the features to follow valid cluster leaf orderings. The bar plot sorts each cluster and sub-cluster feature importance values in that cluster in an attempt to put the most important features at the top."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x650 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.bar(shap_values, clustering=clustering, clustering_cutoff=0.9)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that some explainers use a clustering structure during the explanation process. They do this both to avoid perturbing features in unrealistic ways while explaining a model, and for the sake of computational performance. When you compute SHAP explanations using these methods they come with a clustering included in the Explanation object. When the bar plot find such a clustering it uses it without you needing to explicitly pass it through the `clustering` parameter:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# only model agnostic methods support shap.maskers.TabularPartitions right now so we wrap our model as a function\n",
    "def f(x):\n",
    "    return model.predict(x, output_margin=True)\n",
    "\n",
    "\n",
    "# define a partition masker that uses our clustering\n",
    "masker = shap.maskers.Partition(X, clustering=clustering)\n",
    "\n",
    "# explain the model again\n",
    "explainer = shap.Explainer(f, masker)\n",
    "shap_values_partition = explainer(X[:100])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x650 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.bar(shap_values_partition)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x650 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.bar(shap_values_partition, clustering_cutoff=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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CYII=",
      "text/plain": [
       "<Figure size 800x650 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.bar(shap_values_partition[0], clustering_cutoff=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr>\n",
    "Have an idea for more helpful examples? Pull requests that add to this documentation notebook are encouraged! "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
